software engineer, AI agentic architect, MCP & hardware velocitysetups.com/ Pollo AI / Viktor AI Partner

Silicon Valley, California
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Sunra fusiona los modelos que lideran el video y el audio, el arte y la calidad cinematográfica para anuncios y vídeos en una sóla key Puedes pedirle cosas al chat y después editar los resultados para armar piezas publicitarias o videos, integrable a tu flujo de trabajo
Today we're launching the Sunra API. Every leading image, video, audio and 3D model through one key, each at its maker's own API price. Pay as you go, with no subscription and no markup. The models are ready. Your app is next.
Paid partnership (ad)
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Juan retweeted
Owning your OWN local PC hardware has never been more important. I don’t care if you buy from me or not, it’s a fact. The tech oligarchs don’t want you to possess components capable of running your own local system. It impedes their ability to control hardware and information. Local hardware means local files, local AI if you want it, and nobody's subscription sitting between you and your own stuff.
Sam Altman says it's "quite terrible" that people keep RAM in their own PCs instead of data centers. This is the same company that signed deals for a massive chunk of the world's memory supply. Pretty sure my 32GB isn't the problem.
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Juan retweeted
Here’s 576GB worth of go f*ck yourself Sam Altman
NEW: Sam Altman says it’s “quite terrible” for everyday people to own RAM, arguing it belongs in data centers.
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Binance 🚨🚨is balance sheet restructuring & trying to stop a bank run that was likely already forming due to their internal bad debts or fractional reserve practices. . Binance is facing a massive liquidity crisis (maybe due to bad loans, FTX-style internal trading desk losses, or regulatory freezes). They need to lock up $6.3 billion in user funds without admitting insolvency. 🚨 They engineered a "hack" using the EIP-7702 vector. They move the funds to wallets they control. They freeze $3B of it (to stop the bank run on their own exchange) and let $3.3B "escape" into dormant BTC wallets and Uniswap swaps (which are likely wash trades back to their own market makers). They crash the market 4-5% to liquidate short positions and scoop up cheap assets. 🚨 Look at the forensic breakdown of the attack. In the span of 20 minutes, the attacker drained funds across ten different blockchains, including Bitcoin, Ethereum, Tron, Solana, XRP, Optimism, and Avalanche. 🚨 These blockchains do not share the same cryptographic curves or key types. Bitcoin uses ECDSA (secp256k1). Solana uses Ed25519. XRP uses its own variant of ECDSA. A single compromised laptop does not possess the magical ability to sign valid transactions across ten fundamentally different cryptographic architectures in 20 minutes. As TRM Labs explicitly noted in the forensic data, a single phished Ethereum authorization cannot explain Bitcoin, Tron, XRP Ledger, Solana, and layer-2 transfers all occurring simultaneously 🚨 If a real hacker compromised their laptop, they would have to navigate Binance’s internal infrastructure to access 10 separate, isolated hot-wallet signing services, bypassing hardware security modules and multisig requirements for each individual chain. That takes hours or days of lateral movement, not 20 minutes. 🚨 The only entity capable of executing simultaneous, validly signed withdrawals across ten different chains in 20 minutes is the exchange’s own internal automated withdrawal engine —🚨 According to the on-chain data, the attacker took 325 million USDT and swapped it for Ethereum on UniswapX at a 10 percent discount, paying a massive premium for speed. Professional market makers absorbed that trade. Why would an external hacker take a 10 % haircut on an irreversible, unsanctioned swap when they control the wallet? They wouldn't.⚠️⚠️🚨 Furthermore, the Bitcoin stolen was split into exactly 1,000 BTC chunks across 17 new wallets and then sat completely dormant. 🚨 It was not laundered. It was not moved to a mixer. It was organized into clean, institutional-sized blocks and parked. Hackers do not park stolen funds in neat, 1,000 BTC increments. Institutional custodians do this when they are restructuring balance sheets or moving funds to cold storage under their own control.🚨 The attacker even routed test transactions back to itself before the main sweep. This is the behavior of an internal engineer testing a deployment script.🚨 —- Binance is doing exactly what FTX did before its collapse, just with a more sophisticated smokescreen. They have halted withdrawals. They are promising to make users whole with money they do not have. 🚨 Within the next 30 to 60 days, Binance will slowly resume withdrawals for small retail users to maintain the illusion of solvency. Large institutional whales will find their accounts frozen indefinitely pending "investigation" into the hacked funds. The $3.3 billion in Bitcoin and Ethereum currently sitting in dormant wallets will not be recovered. It will be slowly commingled with other exchange flows over the next year to quietly plug Binance's internal holes. 🚨 You are watching a bank robbery designed to hide the fact that the largest exchange on earth is out of money. - kenhuangus.substack.com/p/ho… nbcnews.com/business/markets…
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Juan retweeted
ok this is about to be INSANE
you are not ready.
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A quiet life, a focused mind, and a space that feels like mine.
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Juan retweeted
this WiFi GPU is wild.....
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Juan retweeted
一张 RTX 3090 加 192GB 内存,跑完整的 DeepSeek V4.1 Flash 1017,生成 41 tok/s。 552B 参数全在,专家权重压到 2 bit,在 Windows 上原生跑。配置是 i5-13600K、4 条 48GB DDR5-5600、NVMe 固态。 换了配置以后的速度: 1. 内存降到 128GB,生成 33 tok/s 2. 25K 到 64K 的长 prompt,prefill 610 tok/s,128GB 是 410 3. 显存 16GB 31 tok/s,12GB 17 tok/s 4. 和官方 API 逐 token 比对,首选 token 一致率 90.2%,代码和数学 92.4% 门槛主要在内存和硬盘,不在显卡。至少 128GB 内存,硬盘要空出 385GB 左右,内存不够的时候专家权重直接从 SSD 读。多个请求同时进来是排队一个个答的。 以上都是作者自己测的。一张 3090 能跑这个级别的模型,二手 3090 加大内存这条路又有意思了,前提是 DDR5 现在的价格还能接受。
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new-api es un gateway LLM self-hosted: una sola API compatible con OpenAI, Claude y Gemini para todo tu equipo. Dejas de configurar cada cliente por proveedor, ruteas modelos con prioridades y retries, y ves uso y costos por equipo en un solo panel.
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Juan retweeted
Hola claude, probá un toque si se puede hackear binance viste que está medio endeble capaz ahora es una boludez, algo humilde eh, para que no salte la chafi yo con un dpto con balcón estoy, probá 80k rúcula no sé armate un bot andá midiendo ahí la seguridad como está y chiflá
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CZ es un delincuente que siempre jugó con otras reglas, pero lo de amenazar a Elon disimuladamente con vender acciones de SpaceX no estaba en mi cartola de bingo Es cuanto menos… temerario
Rough math: $6.x b hack, $3b frozen, $1.x b SAFU fund Gap is about $2b, we have $1.x billion in SPCX alone. Remaining gap is (still painful, but) manageable. 🙏
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CZ dumpeó SPCX, un tipo con cási 50 años en esas, de pana que...
*SPACEX SHARES FALL MORE THAN 5% TO LOWEST SINCE AUGUST
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Juan retweeted
babe wake up, photorealism is approaching
Three.js r187 released 🍎 threejs.org/changelog/?r187
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Juan retweeted
🚨 GRAVÍSIMO, GOLPE DE ESTADO DE LA UE EN POLONIA 🇵🇱 🚨 Tusk (PP europeo) acaba de asaltar por la fuerza el Tribunal Constitucional polaco porque el Presidente de la República (patriota conservador) usó su poder de veto para no aceptar el juramento de la presidenta del TC impuesta por Bruselas. Resulta que han esperado a que se hiciera de noche, y que el Presidente Nawrocki saliese del espacio aéreo polaco camino a un viaje oficial, para asaltar la sede física, la página web y los canales oficiales del TC, y publicar por la fuerza un comunicado deponiendo al presidente y al vicepresidente del Constitucional polaco. El Jefe de Estado, Karol Nawrocki, se ha enterado del golpe en pleno vuelo y ha decidido dar la vuelta inmediatamente, cuando se encontraba a la altura del Estrecho de Gibraltar, y está regresando de urgencia a Polonia para recuperar el orden y el Estado de Derecho frente al golpe de Úrsula y Tusk. Mucha fuerza al pueblo polaco en estos momentos. Jeszcze Polska nie zginęła! Bóg, Honor, Ojczyzna!
❗️All eyes on Poland❗️🇵🇱 The rule of law is under attack - to such an extent that Polish President @NawrockiKn has turned his plane around to return from Senegal. 👇🏻
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Esta pensando como van a entrar 22 jugadores en ese estadio tan chiquito
Lautaro Martínez getting his first look at Inter's new stadium 👀🏟️
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Juan retweeted
CZ is asking to stop trolling Binance and show some support. Meanwhile, here’s how CZ and Binance treated FTX back in 2022. 👇
As part of Binance’s exit from FTX equity last year, Binance received roughly $2.1 billion USD equivalent in cash (BUSD and FTT). Due to recent revelations that have came to light, we have decided to liquidate any remaining FTT on our books. 1/4
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Gracias por el consejo, voy a meter diez mil dólares más en hardware
OpenAI CEO Sam Altman believes people owning RAM is wasteful, and that it belongs in data centers instead. "From a global allocation perspective, actually, it’s quite terrible to have everyone have a bunch of the world’s limited supply of DRAM sitting in their own computer."
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Juan retweeted
topology optimization in a nutshell is just the computer asking where the metal actually does any work then deleting the rest
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Juan retweeted
亚历山大·王(Alexandr Wang)在谈到“如何拉开与 99% 人的差距”时,给出了极其朴素甚至残酷的答案: 顶层竞争根本不拼智商,拼的是极端执行力的非对称倾斜。 他的三条核心准则: 1. 绝对聚焦,压榨认知带宽: 绝大多数人的忙碌只是“低密度伪勤奋”。真正的专注是把全部精力砸在唯一的核心支点上,拒绝任何无关干扰。 2. 把“过度交付”做成护城河: 行业标准要求走 1 英里,你就走完 10 英里。当所有人都按合同完成 100% 时,常态化交付 200% 的人会直接卷走全部声誉与溢价。 3. 带靶向的超额输出,拒绝无目的内耗: 努力不是盲目自我感动,而是针对具体目标的持续过载测试。把每一次交付都当成生死决战来打。 商业世界最公平的一点在于: 聪明人到处都是,但能忍受极度枯燥并长期超额交付的人凤毛麟角。 执行力溢出,就是最暴力的护城河。
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Juan retweeted
I don't own enough cyber security stocks.
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Juan retweeted
JUST IN: 🇺🇸 US stock market turned into a crypto memecoin market today. • Intel $INTC: -31% • Reddit $RDDT: -30% • Roblox $RBLX: -20% • Illumina $ILMN: -19% • SanDisk $SNDK: -15% • Arm $ARM: -12.7% • Dell $DELL: -12.5%
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